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spec-driven-development

Nimbus is an open-source, global weather app that delivers hyperlocal forecasts, real-time updates, and advanced visualizations. Built for accuracy and transparency, it combines multiple global weather models, AI-powered predictions, and community-sourced reports, giving users forecasts they can trust and data they can verify. https://roxanneardary.com/nimbus/

LibreOrbit is an open-source, modular satellite networking operating system designed to connect satellites, ground stations, sensors, edge devices, and communities through open and interoperable space infrastructure. Built with a plugin-based architecture and licensed under AGPL-3.0+, LibreOrbit provides a foundation for satellite communications, mission operations, data exchange, autonomous systems, and future space networks. https://roxanneardary.com/libreorbit/

BurpAlert is an open-source AI platform for comprehensive volcano monitoring. It tracks seismic activity, gas emissions, thermal anomalies, eruptions, and subtle volcanic sounds like gurgles, burps, and hiccups. The platform predicts volcanic activity, issues real-time alerts, and provides advanced dashboards, simulations, and citizen science tools for researchers, emergency responders, and educational purposes. https://roxanneardary.com/burpalert/

OpenEnergyOS is a modular platform for simulating, planning, and optimizing large-scale energy transition away from oil dependency. It enables governments and municipalities to model energy systems, costs, legal constraints, and infrastructure changes through transparent, physics-based and economically grounded simulations that turn policy intent into executable system design. https://roxanneardary.com/openenergyos/

Commons Architect is an AI system for designing cooperative business models that help independent professionals share resources, reduce overhead, and eliminate unnecessary middlemen. It provides modular tools for building governance structures, legal and compliance frameworks, financial systems, and shared operational spaces across any industry, enabling users to create sustainable, self-directed cooperative organizations while preserving independence and ownership. https://roxanneardary.com/commons-architect/

ChronicleCRM is an AI-native relationship intelligence platform designed to turn every lead, interaction, and decision into a fully traceable record. Built around natural language capture, prospect memory, and modular industry workflows, it combines CRM functionality with human accountability and auditable AI assistance. The system ensures that every recommendation is explainable, every action has an owner, and every workflow is transparent from input to outcome. https://roxanneardary.com/chroniclecrm/

Open Aerial Autonomous Safety System (OAASS) is a modular, open-source autonomous mobility platform that extends traditional self-driving systems with advanced multi-modal perception, predictive collision avoidance, and an emergency aerial escape capability. Designed under the AGPL-3.0+ license, it integrates real-time sensor fusion, mid-air collision avoidance, and smart infrastructure coordination to create a transparent, safety-first framework for next-generation ground-to-air vehicle autonomy. https://roxanneardary.com/open-aerial-autonomous-safety-system/

FailureMap is an open-source AI venture intelligence platform that analyzes startups through a risk-first, evidence-based lens. Instead of focusing on hype or valuations, it identifies structural weaknesses, market vulnerabilities, and operational failure points using modular analysis engines. Built for transparency and extensibility, FailureMap helps developers, researchers, and analysts understand why companies fail before they scale. https://roxanneardary.com/failuremap/

Internal Credit is an AI-powered, modular financial platform that enables users to borrow against their own savings while continuing to earn returns on their deposited capital. Designed around self-collateralized lending, the platform allows account holders to access up to 70% of their account value, receive AI-guided financial insights, and preserve long-term wealth through a flexible, secure, and extensible banking architecture. https://roxanneardary.com/internal-credit/

Sapient Eval is an open-source, AGPL-3.0+ compliant benchmarking framework for evaluating AI models across accuracy, speed, efficiency, and reasoning performance. Built around a modular, spec-driven architecture, it enables users to define industry-specific evaluation standards, run reproducible tests on locally hosted or remote models, and compare results transparently to establish measurable, empirical performance across synthetic intelligence systems. https://roxanneardary.com/sapient-eval/

StreamAxis is an open-source modular platform for gyroscopic motion control, screen casting, remote interaction, display management, and future holographic computing technologies. Designed to scale from personal devices to enterprise deployments, it provides a flexible foundation for connecting screens, controlling systems through motion, and building next-generation spatial computing experiences under the AGPL-3.0+ license. https://roxanneardary.com/streamaxis/

ForgeAtlas is an open-source lifecycle-aware engineering intelligence platform that helps designers, builders, and manufacturers create longer-lasting physical products by combining durability analysis, material optimization, local-first sourcing, and real-time market intelligence. It transforms fragmented material and supply chain data into actionable engineering decisions that prioritize repairability, sustainability, and real-world buildability. https://roxanneardary.com/forgeatlas/

TollExchange is an open-source national toll interoperability platform designed to unify fragmented toll systems into a single, secure, and standardized network. It provides a universal account, clearinghouse settlement layer, and modular adapter framework that allows toll authorities across the United States to interoperate seamlessly. Built for scalability, transparency, and public infrastructure modernization, TollExchange enables drivers to use one account across every participating toll road while giving agencies a reliable and auditable system for settlement and reporting. https://roxanneardary.com/tollexchange/

RegistryGuide is an open-source vehicle registration, title management, and legal compliance platform designed for government agencies, transportation authorities, tribal governments, and other jurisdictions. Built with a modular architecture, it combines vehicle records, title processing, machine-readable law modules, AI-powered assistance, and optional blockchain-backed ownership verification to create a secure, transparent, and modern vehicle administration system. https://roxanneardary.com/registryguide/

Axiomata is a constraint-driven neuro-symbolic geometry engine that transforms formal geometric systems into a generative space for structured creativity. By combining deterministic symbolic reasoning with neural construction proposal models, it explores, validates, and evolves geometric worlds through verifiable transformations. The system is designed to bridge logic and intuition, enabling the discovery of novel geometric structures within strictly defined formal constraints. https://roxanneardary.com/axiomata/

FluxCore Mobility is a modular, edge-first vehicle intelligence system designed to keep all critical AI processing local to the vehicle while enforcing strict, cryptographically validated user consent for any external data sharing. Built under the AGPL 3.0+ license, it prioritizes privacy, transparency, and deterministic safety by separating core driving logic from optional cloud and experimental features. Its architecture ensures that no data leaves the system without explicit, time-bound approval, making it a framework for consent-bound automotive intelligence rather than continuous background connectivity. https://roxanneardary.com/fluxcore-mobility/

OpenRange is an open source civic intelligence platform that maps the real cost of living across every town and city in America and connects it to jobs, income, and opportunity. It combines transparent economic data, AI-driven budget analysis, and explainable modeling to help people understand where they can actually afford to live and what it takes to get there. https://roxanneardary.com/openrange/

OpenReplica is an open-source website replication tool that lets users instantly clone, clean, and export any website into a fully portable project they own and control. Built to eliminate subscription lock-in and proprietary restrictions, it transforms live websites into editable, self-hostable codebases in seconds. With a focus on simplicity, speed, and true digital ownership, OpenReplica gives users the ability to build once and never be trapped again. https://roxanneardary.com/openreplica/

Soluna Finance OS is an open-source financial operating system that abstracts insured deposits across multiple financial institutions into a unified, AI-orchestrated vault layer. It enables continuous identity verification, automated insurance-compliant allocation, and multi-agent financial decisioning to optimize for safety, liquidity, and yield. Designed as a protocol rather than a product, it provides a programmable foundation for coordinated, transparent, and resilient capital movement across modern financial networks. https://roxanneardary.com/soluna-finance-os/

YieldStack is an open-source agricultural intelligence platform that helps farmers and researchers optimize water usage, nitrogen application, and crop performance through modular AI systems, real-time sensor data, and agronomic modeling. Built under the AGPL-3.0+ license, it emphasizes transparency, explainability, and interoperability, enabling sustainable farming decisions that reduce waste, improve yields, and support long-term soil health. https://roxanneardary.com/yieldstack/